
The Heartbeat That Caught Its First Failure
I built an operations layer so a nightly AI job could no longer fail silently. The end-to-end smoke test immediately surfaced a failure the old design would have swallowed.

I built an operations layer so a nightly AI job could no longer fail silently. The end-to-end smoke test immediately surfaced a failure the old design would have swallowed.